Package

com.salesforce.op

aggregators

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package aggregators

Visibility
  1. Public
  2. All

Type Members

  1. trait AggregatorDefaults[T <: FeatureType] extends AnyRef

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    Reasonable defaults values for most aggregators

    Reasonable defaults values for most aggregators

    T

    type of Feature computed from aggregator

  2. trait CommutativeGroupAggregator[-A, B, +C] extends MonoidAggregator[A, B, C]

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    Aggregator based on a commutative group

  3. abstract class ConcatList[V, T <: OPList[V]] extends MonoidAggregator[Event[T], Seq[V], T] with AggregatorDefaults[T]

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    Aggregator that gives concatenation of the lists

  4. abstract class ConcatTextWithSeparator[T <: Text] extends MonoidAggregator[Event[T], Option[String], T] with AggregatorDefaults[T]

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    Aggregator that gives separated concatenation of text values with a separator

  5. case class CustomMonoidAggregator[O <: FeatureType](zero: O.Value, associativeFn: (O.Value, O.Value) ⇒ O.Value)(implicit ttag: scala.reflect.api.JavaUniverse.WeakTypeTag[O]) extends MonoidAggregator[Event[O], aggregators.CustomMonoidAggregator.O.Value, O] with AggregatorDefaults[O] with Product with Serializable

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    Custom Monoid Aggregator allowing passing a zero value and an associative function to combine values

    Custom Monoid Aggregator allowing passing a zero value and an associative function to combine values

    O

    type of feature

    zero

    zero value

    associativeFn

    associative function to combine values

  6. case class CutOffTime(cType: CutOffTimeType, timeMs: Option[Long]) extends Product with Serializable

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    A cut off time to be used for aggregating features extracted from the events

    A cut off time to be used for aggregating features extracted from the events

    cType

    cut off type

    timeMs

    cut off time value in millis

  7. sealed trait CutOffTimeType extends EnumEntry with Serializable

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  8. case class Event[T <: FeatureType](date: Long, value: T, isResponse: Boolean)(implicit evidence$1: scala.reflect.api.JavaUniverse.WeakTypeTag[T]) extends Ordered[Event[T]] with Serializable with Product

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    Used by feature aggregators to do time based filtering

    Used by feature aggregators to do time based filtering

    T

    type of feature

    date

    date associated with feature

    value

    value associated with feature

  9. trait ExtendedMultiset extends MapMonoid[String, Long] with Group[Map[String, Long]]

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    Multiset with possible negative counters (so what)

    Multiset with possible negative counters (so what)

    Multiset - is a generalization of the concept of a set that, unlike a set, allows multiple instances of the multiset's elements. For example, {a, a, b} and {a, b} are different multisets although they are the same set. However, order does not matter, so {a, a, b} and {a, b, a} are the same multiset.

  10. trait FeatureAggregator[I, E <: FeatureType, A, O <: FeatureType] extends Serializable

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    Holds information for extracting features from data record

    Holds information for extracting features from data record

    I

    the type of the raw data from which the feature will be extracted

    E

    the type of the data extracted into the event to be aggregated

    A

    the type of the data that has been prepared for monoid aggregation

    O

    the final type of the feature returned

  11. abstract class FirstAggregator[T <: FeatureType] extends TimeBasedAggregator[T]

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    Gives the first value of feature

    Gives the first value of feature

    T

    type of feature

  12. case class GenericFeatureAggregator[I, E <: FeatureType, A, O <: FeatureType](extractFn: (I) ⇒ E, aggregator: MonoidAggregator[Event[E], A, O], isResponse: Boolean, specialTimeWindow: Option[Duration])(implicit evidence$1: scala.reflect.api.JavaUniverse.WeakTypeTag[E], evidence$2: scala.reflect.api.JavaUniverse.WeakTypeTag[O]) extends FeatureAggregator[I, E, A, O] with Product with Serializable

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    Generic Feature Aggregator

    Generic Feature Aggregator

    I

    the type of the raw data from which the feature will be extracted

    E

    the type of the data extracted into the event to be aggregated

    A

    the type of the data that has been prepared for monoid aggregation

    O

    the final type of the feature returned

    extractFn

    function defining how to extract feature from the raw data type

    aggregator

    monoid defining how feature should be aggregated

    isResponse

    boolean describing whether feature is a response or predictor for aggregation purposes

    specialTimeWindow

    time window for integration specific to this feature (will override time windows defined by reader)

  13. trait GeolocationFunctions extends AnyRef

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  14. abstract class LastAggregator[T <: FeatureType] extends TimeBasedAggregator[T]

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    Gives last (most recent) value of feature

    Gives last (most recent) value of feature

    T

    type of feature

  15. abstract class LogicalOp extends MonoidAggregator[Event[Binary], Option[Boolean], Binary] with AggregatorDefaults[Binary]

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    Aggregator that gives the logical operation of the binary values

  16. abstract class MeanDouble[T <: OPNumeric[Double]] extends MonoidAggregator[Event[T], Option[(Double, Int)], T]

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    Aggregator that gives the mean of the real values

  17. abstract class MinMaxList[N, T <: OPList[N]] extends MonoidAggregator[Event[T], Seq[N], T]

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    Aggregator that gives min/max item over a collection of lists

  18. abstract class MinMaxNumeric[N, T <: OPNumeric[N]] extends MonoidAggregator[Event[T], Option[N], T] with AggregatorDefaults[T]

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    Aggregator that gives the min or max of the numeric values

  19. abstract class SetAggregator[A <: MultiPickList] extends MonoidAggregator[Event[A], Set[String], A] with AggregatorDefaults[A]

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    Aggregator that gives the union of Set values

  20. abstract class SumNumeric[N, T <: OPNumeric[N]] extends MonoidAggregator[Event[T], Option[N], T] with AggregatorDefaults[T]

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    Aggregator that gives the sum of the numeric values

  21. abstract class UnionConcatTextMap[T <: OPMap[String]] extends MonoidAggregator[Event[T], Map[String, String], T] with AggregatorDefaults[T]

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    Aggregator that gives the union of text map data, concatenating the values with a separator on matching keys

  22. abstract class UnionMeanDoubleMap[T <: OPMap[Double]] extends MonoidAggregator[Event[T], Map[String, (Double, Int)], T]

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    Natural map monoid lifting averaging operator

  23. abstract class UnionMinMaxNumericMap[N, T <: OPMap[N]] extends MonoidAggregator[Event[T], Map[String, N], T] with AggregatorDefaults[T]

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    Natural map monoid for Map[String, T <: OPNumeric[N]] where N is totally ordered, by lifting max(_, _) monoid operation to a monoid operator on map.

  24. abstract class UnionSetMap[T <: OPMap[Set[String]]] extends MonoidAggregator[Event[T], Map[String, Set[String]], T] with AggregatorDefaults[T]

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    Aggregator that gives the union of set map data

  25. abstract class UnionSumNumericMap[N, T <: OPMap[N]] extends MonoidAggregator[Event[T], Map[String, N], T] with AggregatorDefaults[T]

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    Aggregator that gives the union of numeric data

Value Members

  1. object CombineVector extends MonoidAggregator[Event[OPVector], Vector, OPVector] with AggregatorDefaults[OPVector] with Product with Serializable

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    Aggregator that gives the union of Vector data

  2. object ConcatBase64 extends ConcatTextWithSeparator[Base64] with Product with Serializable

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  3. object ConcatCity extends ConcatTextWithSeparator[City] with Product with Serializable

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  4. object ConcatComboBox extends ConcatTextWithSeparator[ComboBox] with Product with Serializable

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  5. object ConcatCountry extends ConcatTextWithSeparator[Country] with Product with Serializable

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  6. object ConcatDateList extends ConcatList[Long, DateList] with Product with Serializable

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  7. object ConcatDateTimeList extends ConcatList[Long, DateTimeList] with Product with Serializable

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  8. object ConcatEmail extends ConcatTextWithSeparator[Email] with Product with Serializable

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  9. object ConcatID extends ConcatTextWithSeparator[ID] with Product with Serializable

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  10. object ConcatPhone extends ConcatTextWithSeparator[Phone] with Product with Serializable

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  11. object ConcatPostalCode extends ConcatTextWithSeparator[PostalCode] with Product with Serializable

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  12. object ConcatState extends ConcatTextWithSeparator[State] with Product with Serializable

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  13. object ConcatStreet extends ConcatTextWithSeparator[Street] with Product with Serializable

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  14. object ConcatText extends ConcatTextWithSeparator[Text] with Product with Serializable

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  15. object ConcatTextArea extends ConcatTextWithSeparator[TextArea] with Product with Serializable

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  16. object ConcatTextList extends ConcatList[String, TextList] with Product with Serializable

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  17. object ConcatURL extends ConcatTextWithSeparator[URL] with Product with Serializable

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  18. object CutOffTime extends Serializable

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  19. object CutOffTimeTypes extends Enum[CutOffTimeType]

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  20. object Event extends Serializable

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  21. object ExtendedMultiset extends MapMonoid[String, Long] with ExtendedMultiset

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  22. object FirstBase64 extends FirstAggregator[Base64] with Product with Serializable

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  23. object FirstBase64Map extends FirstAggregator[Base64Map] with Product with Serializable

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  24. object FirstBinary extends FirstAggregator[Binary] with Product with Serializable

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  25. object FirstBinaryMap extends FirstAggregator[BinaryMap] with Product with Serializable

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  26. object FirstCity extends FirstAggregator[City] with Product with Serializable

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  27. object FirstCityMap extends FirstAggregator[CityMap] with Product with Serializable

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  28. object FirstComboBox extends FirstAggregator[ComboBox] with Product with Serializable

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  29. object FirstComboBoxMap extends FirstAggregator[ComboBoxMap] with Product with Serializable

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  30. object FirstCountry extends FirstAggregator[Country] with Product with Serializable

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  31. object FirstCountryMap extends FirstAggregator[CountryMap] with Product with Serializable

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  32. object FirstCurrency extends FirstAggregator[Currency] with Product with Serializable

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  33. object FirstCurrencyMap extends FirstAggregator[CurrencyMap] with Product with Serializable

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  34. object FirstDate extends FirstAggregator[Date] with Product with Serializable

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  35. object FirstDateList extends FirstAggregator[DateList] with Product with Serializable

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  36. object FirstDateMap extends FirstAggregator[DateMap] with Product with Serializable

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  37. object FirstDateTime extends FirstAggregator[DateTime] with Product with Serializable

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  38. object FirstDateTimeList extends FirstAggregator[DateTimeList] with Product with Serializable

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  39. object FirstDateTimeMap extends FirstAggregator[DateTimeMap] with Product with Serializable

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  40. object FirstEmail extends FirstAggregator[Email] with Product with Serializable

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  41. object FirstEmailMap extends FirstAggregator[EmailMap] with Product with Serializable

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  42. object FirstGeolocation extends FirstAggregator[Geolocation] with Product with Serializable

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  43. object FirstGeolocationMap extends FirstAggregator[GeolocationMap] with Product with Serializable

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  44. object FirstID extends FirstAggregator[ID] with Product with Serializable

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  45. object FirstIDMap extends FirstAggregator[IDMap] with Product with Serializable

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  46. object FirstIntegral extends FirstAggregator[Integral] with Product with Serializable

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  47. object FirstIntegralMap extends FirstAggregator[IntegralMap] with Product with Serializable

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  48. object FirstMultiPickList extends FirstAggregator[MultiPickList] with Product with Serializable

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  49. object FirstMultiPickListMap extends FirstAggregator[MultiPickListMap] with Product with Serializable

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  50. object FirstPercent extends FirstAggregator[Percent] with Product with Serializable

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  51. object FirstPercentMap extends FirstAggregator[PercentMap] with Product with Serializable

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  52. object FirstPhone extends FirstAggregator[Phone] with Product with Serializable

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  53. object FirstPhoneMap extends FirstAggregator[PhoneMap] with Product with Serializable

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  54. object FirstPickList extends FirstAggregator[Phone] with Product with Serializable

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  55. object FirstPickListMap extends FirstAggregator[PickListMap] with Product with Serializable

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  56. object FirstPostalCode extends FirstAggregator[PostalCode] with Product with Serializable

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  57. object FirstPostalCodeMap extends FirstAggregator[PostalCodeMap] with Product with Serializable

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  58. object FirstReal extends FirstAggregator[Real] with Product with Serializable

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  59. object FirstRealMap extends FirstAggregator[RealMap] with Product with Serializable

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  60. object FirstState extends FirstAggregator[State] with Product with Serializable

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  61. object FirstStateMap extends FirstAggregator[StateMap] with Product with Serializable

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  62. object FirstStreet extends FirstAggregator[Street] with Product with Serializable

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  63. object FirstStreetMap extends FirstAggregator[StreetMap] with Product with Serializable

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  64. object FirstText extends FirstAggregator[Text] with Product with Serializable

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  65. object FirstTextArea extends FirstAggregator[TextArea] with Product with Serializable

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  66. object FirstTextAreaMap extends FirstAggregator[TextAreaMap] with Product with Serializable

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  67. object FirstTextList extends FirstAggregator[TextList] with Product with Serializable

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  68. object FirstTextMap extends FirstAggregator[TextMap] with Product with Serializable

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  69. object FirstURL extends FirstAggregator[URL] with Product with Serializable

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  70. object FirstURLMap extends FirstAggregator[URLMap] with Product with Serializable

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  71. object FirstVector extends FirstAggregator[OPVector] with Product with Serializable

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  72. object GeolocationMidpoint extends MonoidAggregator[Event[Geolocation], Array[Double], Geolocation] with GeolocationFunctions with Product with Serializable

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    Geolocation doesn't support concatenation since each list really represents just one object, instead its default will be the geographic midpoint (found by averaging corresponding x,y,z coordinates and then projecting that point onto the surface of the Earth)

  73. object LastBase64 extends LastAggregator[Base64] with Product with Serializable

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  74. object LastBase64Map extends LastAggregator[Base64Map] with Product with Serializable

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  75. object LastBinary extends LastAggregator[Binary] with Product with Serializable

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  76. object LastBinaryMap extends LastAggregator[BinaryMap] with Product with Serializable

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  77. object LastCity extends LastAggregator[City] with Product with Serializable

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  78. object LastCityMap extends LastAggregator[CityMap] with Product with Serializable

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  79. object LastComboBox extends LastAggregator[ComboBox] with Product with Serializable

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  80. object LastComboBoxMap extends LastAggregator[ComboBoxMap] with Product with Serializable

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  81. object LastCountry extends LastAggregator[Country] with Product with Serializable

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  82. object LastCountryMap extends LastAggregator[CountryMap] with Product with Serializable

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  83. object LastCurrency extends LastAggregator[Currency] with Product with Serializable

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  84. object LastCurrencyMap extends LastAggregator[CurrencyMap] with Product with Serializable

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  85. object LastDate extends LastAggregator[Date] with Product with Serializable

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  86. object LastDateList extends LastAggregator[DateList] with Product with Serializable

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  87. object LastDateMap extends LastAggregator[DateMap] with Product with Serializable

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  88. object LastDateTime extends LastAggregator[DateTime] with Product with Serializable

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  89. object LastDateTimeList extends LastAggregator[DateTimeList] with Product with Serializable

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  90. object LastDateTimeMap extends LastAggregator[DateTimeMap] with Product with Serializable

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  91. object LastEmail extends LastAggregator[Email] with Product with Serializable

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  92. object LastEmailMap extends LastAggregator[EmailMap] with Product with Serializable

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  93. object LastGeolocation extends LastAggregator[Geolocation] with Product with Serializable

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  94. object LastGeolocationMap extends LastAggregator[GeolocationMap] with Product with Serializable

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  95. object LastID extends LastAggregator[ID] with Product with Serializable

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  96. object LastIDMap extends LastAggregator[IDMap] with Product with Serializable

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  97. object LastIntegral extends LastAggregator[Integral] with Product with Serializable

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  98. object LastIntegralMap extends LastAggregator[IntegralMap] with Product with Serializable

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  99. object LastMultiPickList extends LastAggregator[MultiPickList] with Product with Serializable

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  100. object LastMultiPickListMap extends LastAggregator[MultiPickListMap] with Product with Serializable

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  101. object LastPercent extends LastAggregator[Percent] with Product with Serializable

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  102. object LastPercentMap extends LastAggregator[PercentMap] with Product with Serializable

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  103. object LastPhone extends LastAggregator[Phone] with Product with Serializable

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  104. object LastPhoneMap extends LastAggregator[PhoneMap] with Product with Serializable

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  105. object LastPickList extends LastAggregator[PickList] with Product with Serializable

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  106. object LastPickListMap extends LastAggregator[PickListMap] with Product with Serializable

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  107. object LastPostalCode extends LastAggregator[PostalCode] with Product with Serializable

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  108. object LastPostalCodeMap extends LastAggregator[PostalCodeMap] with Product with Serializable

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  109. object LastReal extends LastAggregator[Real] with Product with Serializable

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  110. object LastRealMap extends LastAggregator[RealMap] with Product with Serializable

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  111. object LastState extends LastAggregator[State] with Product with Serializable

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  112. object LastStateMap extends LastAggregator[StateMap] with Product with Serializable

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  113. object LastStreet extends LastAggregator[Street] with Product with Serializable

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  114. object LastStreetMap extends LastAggregator[StreetMap] with Product with Serializable

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  115. object LastText extends LastAggregator[Text] with Product with Serializable

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  116. object LastTextArea extends LastAggregator[TextArea] with Product with Serializable

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  117. object LastTextAreaMap extends LastAggregator[TextAreaMap] with Product with Serializable

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  118. object LastTextList extends LastAggregator[TextList] with Product with Serializable

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  119. object LastTextMap extends LastAggregator[TextMap] with Product with Serializable

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  120. object LastURL extends LastAggregator[URL] with Product with Serializable

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  121. object LastURLMap extends LastAggregator[URLMap] with Product with Serializable

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  122. object LastVector extends LastAggregator[OPVector] with Product with Serializable

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  123. object LogicalAnd extends LogicalOp with LogicalAndMonoid with Product with Serializable

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  124. object LogicalOr extends LogicalOp with LogicalOrMonoid with Product with Serializable

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  125. object LogicalXor extends LogicalOp with LogicalXorMonoid with Product with Serializable

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  126. object MaxCurrency extends MinMaxNumeric[Double, Currency] with Product with Serializable

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  127. object MaxDate extends MinMaxNumeric[Long, Date] with Product with Serializable

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  128. object MaxDateList extends MinMaxList[Long, DateList] with Product with Serializable

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  129. object MaxDateTime extends MinMaxNumeric[Long, DateTime] with Product with Serializable

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  130. object MaxDateTimeList extends MinMaxList[Long, DateTimeList] with Product with Serializable

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  131. object MaxIntegral extends MinMaxNumeric[Long, Integral] with Product with Serializable

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  132. object MaxReal extends MinMaxNumeric[Double, Real] with Product with Serializable

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  133. object MaxRealNN extends MinMaxNumeric[Double, RealNN] with Product with Serializable

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  134. object MeanCurrency extends MeanDouble[Currency] with Product with Serializable

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  135. object MeanPercent extends MeanDouble[Percent] with PercentPrepare with Product with Serializable

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  136. object MeanReal extends MeanDouble[Real] with Product with Serializable

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  137. object MeanRealNN extends MeanDouble[RealNN] with Product with Serializable

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  138. object MinCurrency extends MinMaxNumeric[Double, Currency] with Product with Serializable

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  139. object MinDate extends MinMaxNumeric[Long, Date] with Product with Serializable

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  140. object MinDateList extends MinMaxList[Long, DateList] with Product with Serializable

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  141. object MinDateTime extends MinMaxNumeric[Long, DateTime] with Product with Serializable

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  142. object MinDateTimeList extends MinMaxList[Long, DateTimeList] with Product with Serializable

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  143. object MinIntegral extends MinMaxNumeric[Long, Integral] with Product with Serializable

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  144. object MinReal extends MinMaxNumeric[Double, Real] with Product with Serializable

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  145. object MinRealNN extends MinMaxNumeric[Double, RealNN] with Product with Serializable

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  146. object ModePickList extends MonoidAggregator[Event[PickList], Map[String, Int], PickList] with Product with Serializable

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    Aggregator for PickLists that gives the most common non-Empty value seen during the aggregation

  147. object MonoidAggregatorDefaults

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    Default monoid aggregators for each feature type

  148. object SumCurrency extends SumNumeric[Double, Currency] with Product with Serializable

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  149. object SumIntegral extends SumNumeric[Long, Integral] with Product with Serializable

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  150. object SumReal extends SumNumeric[Double, Real] with Product with Serializable

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  151. object SumRealNN extends SumNumeric[Double, RealNN] with Product with Serializable

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  152. object SumVector extends MonoidAggregator[Event[OPVector], Vector, OPVector] with AggregatorDefaults[OPVector] with Product with Serializable

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    Aggregator that gives the sum of Vector data

  153. object UnionBinaryMap extends MonoidAggregator[Event[BinaryMap], Map[String, Boolean], BinaryMap] with AggregatorDefaults[BinaryMap] with Product with Serializable

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    Aggregator that gives the union of binary map data

  154. object UnionConcatBase64Map extends UnionConcatTextMap[Base64Map] with Product with Serializable

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  155. object UnionConcatCityMap extends UnionConcatTextMap[CityMap] with Product with Serializable

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  156. object UnionConcatComboBoxMap extends UnionConcatTextMap[ComboBoxMap] with Product with Serializable

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  157. object UnionConcatCountryMap extends UnionConcatTextMap[CountryMap] with Product with Serializable

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  158. object UnionConcatEmailMap extends UnionConcatTextMap[EmailMap] with Product with Serializable

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  159. object UnionConcatIDMap extends UnionConcatTextMap[IDMap] with Product with Serializable

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  160. object UnionConcatPhoneMap extends UnionConcatTextMap[PhoneMap] with Product with Serializable

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  161. object UnionConcatPickListMap extends UnionConcatTextMap[PickListMap] with Product with Serializable

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  162. object UnionConcatPostalCodeMap extends UnionConcatTextMap[PostalCodeMap] with Product with Serializable

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  163. object UnionConcatStateMap extends UnionConcatTextMap[StateMap] with Product with Serializable

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  164. object UnionConcatStreetMap extends UnionConcatTextMap[StreetMap] with Product with Serializable

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  165. object UnionConcatTextAreaMap extends UnionConcatTextMap[TextAreaMap] with Product with Serializable

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  166. object UnionConcatTextMap extends UnionConcatTextMap[TextMap] with Product with Serializable

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  167. object UnionConcatURLMap extends UnionConcatTextMap[URLMap] with Product with Serializable

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  168. object UnionCurrencyMap extends UnionSumNumericMap[Double, CurrencyMap] with Product with Serializable

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  169. object UnionGeolocationMidpointMap extends MonoidAggregator[Event[GeolocationMap], Map[String, Array[Double]], GeolocationMap] with GeolocationFunctions with Product with Serializable

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  170. object UnionIntegralMap extends UnionSumNumericMap[Long, IntegralMap] with Product with Serializable

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  171. object UnionMaxCurrencyMap extends UnionMinMaxNumericMap[Double, CurrencyMap] with Product with Serializable

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  172. object UnionMaxDateMap extends UnionMinMaxNumericMap[Long, DateMap] with Product with Serializable

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  173. object UnionMaxDateTimeMap extends UnionMinMaxNumericMap[Long, DateTimeMap] with Product with Serializable

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  174. object UnionMaxIntegralMap extends UnionMinMaxNumericMap[Long, IntegralMap] with Product with Serializable

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  175. object UnionMaxRealMap extends UnionMinMaxNumericMap[Double, RealMap] with Product with Serializable

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  176. object UnionMeanCurrencyMap extends UnionMeanDoubleMap[CurrencyMap] with Product with Serializable

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  177. object UnionMeanPercentMap extends UnionMeanDoubleMap[PercentMap] with PercentPrepare with Product with Serializable

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  178. object UnionMeanPredicition extends UnionMeanDoubleMap[Prediction] with Product with Serializable

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  179. object UnionMeanRealMap extends UnionMeanDoubleMap[RealMap] with Product with Serializable

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  180. object UnionMinCurrencyMap extends UnionMinMaxNumericMap[Double, CurrencyMap] with Product with Serializable

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  181. object UnionMinDateMap extends UnionMinMaxNumericMap[Long, DateMap] with Product with Serializable

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  182. object UnionMinDateTimeMap extends UnionMinMaxNumericMap[Long, DateTimeMap] with Product with Serializable

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  183. object UnionMinIntegralMap extends UnionMinMaxNumericMap[Long, IntegralMap] with Product with Serializable

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  184. object UnionMinRealMap extends UnionMinMaxNumericMap[Double, RealMap] with Product with Serializable

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  185. object UnionMultiPickList extends SetAggregator[MultiPickList] with Product with Serializable

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  186. object UnionMultiPickListMap extends UnionSetMap[MultiPickListMap] with Product with Serializable

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  187. object UnionRealMap extends UnionSumNumericMap[Double, RealMap] with Product with Serializable

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Ungrouped